As Colin has already stated, I would check the data quality. There might be some issue with condition-specific head movement, either due to the task itself or "by chance". For example, with a block design with just a few blocks per condition some severe head motion and corresponding signal changes during one of the blocks might result in strong artificial activations patterns.
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